{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Spatial joins and plotting in Python and geopandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np, pandas as pd, geopandas as gpd, matplotlib.pyplot as plt, matplotlib.cm as cm\n",
    "from matplotlib.collections import PatchCollection\n",
    "from descartes import PolygonPatch\n",
    "from shapely.geometry import Point, Polygon, MultiPolygon\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load the rental listings and TAZ polygons"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# load the shapefile of TAZs\n",
    "taz = gpd.read_file('data/TAZ/bayarea_superdistricts.shp')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# load rental listings point data\n",
    "df = pd.read_csv('data/rents.csv')\n",
    "geom = [Point(xy) for xy in zip(df['longitude'], df['latitude'])]\n",
    "rentals = gpd.GeoDataFrame(df, geometry=geom)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "34\n",
      "1399\n"
     ]
    }
   ],
   "source": [
    "# how many rows do we have in each data set?\n",
    "print(len(taz))\n",
    "print(len(rentals))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    POINT (-122.254525 37.833301)\n",
       "1    POINT (-122.299779 37.534536)\n",
       "2    POINT (-121.587796 37.015489)\n",
       "3    POINT (-121.950268 37.310883)\n",
       "4        POINT (-122.8315 39.1194)\n",
       "Name: geometry, dtype: object"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rentals['geometry'].head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Looks like the geometry we loaded is in lat-long. So, set the CRS of this geodataframe to lat-long, so that it knows what coordinate system this is initially."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "original_crs = {'init':'epsg:4326'}\n",
    "rentals.crs = original_crs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Project the data so it's all in the same CRS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'init': 'epsg:4326'}\n",
      "{'init': 'epsg:26910'}\n"
     ]
    }
   ],
   "source": [
    "print(rentals.crs)\n",
    "print(taz.crs)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The initial CRSs of these two data sets are not the same, because the saved data we loaded was in lat-long and UTM, respectively. We have two data sets: one point data set of rental listings, in lat-long, and one polygon data set of TAZs, in UTM-10. To work with these two data sets together, they need to be in the same CRS, so we need to project one. We'll project the rental listings from lat-long to the TAZs' UTM CRS."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "rentals = rentals.to_crs(taz.crs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'init': 'epsg:26910'}\n",
      "{'init': 'epsg:26910'}\n"
     ]
    }
   ],
   "source": [
    "print(rentals.crs)\n",
    "print(taz.crs)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Ok, now they're the same. To confirm, we can scatter plot the points over the polygons and make sure everything lines up."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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zPT1DcXVV1bneQqvZxDB00un9ueZP4rKNBNUnesxRgqx4AsMwmJ6exrYblGsN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\nDAADCGQAGEAgA8AAnz0IFTxQbs3XAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x14fdc33fdd8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(5,5))\n",
    "\n",
    "# extract each polygon as a descartes patch, and add to a matplotlib patch collection...\n",
    "patches = []\n",
    "for geometry in taz['geometry']:\n",
    "    if isinstance(geometry, Polygon):\n",
    "        patches.append(PolygonPatch(geometry))\n",
    "    elif isinstance(geometry, MultiPolygon):\n",
    "        for subpolygon in geometry: #if geometry is multipolygon, go through each constituent subpolygon\n",
    "            patches.append(PolygonPatch(subpolygon))\n",
    "pc = PatchCollection(patches, facecolor='#3399cc', linewidth=1, alpha=0.1)\n",
    "ax.add_collection(pc)\n",
    "\n",
    "# extract coordinates into separate numpy arrays and scatter plot\n",
    "xy = rentals['geometry'].map(lambda point: point.xy)\n",
    "x, y = zip(*xy)\n",
    "ax.scatter(x=x, y=y, s=2, color='#3366cc', linewidth=0, alpha=0.7)\n",
    "\n",
    "# set the figure bounds to the polygons' bounds\n",
    "left, bottom, right, top = taz.total_bounds\n",
    "ax.set_xlim((left,right))\n",
    "ax.set_ylim((bottom,top))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Spatial join rental listings to TAZs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# doubly confirm their CRSs match before doing the spatial join\n",
    "rentals.crs==taz.crs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1399"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# get the taz district for each rental listing, with spatial join\n",
    "# use op='within' to use rtree spatial index for much faster operation\n",
    "taz_rentals = gpd.sjoin(rentals, taz, how='left', op='within')\n",
    "len(taz_rentals)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1347"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# optionally drop all the listings outside of any TAZ, then convert the TAZ IDs to int\n",
    "taz_rentals = taz_rentals.dropna(subset=['SUPERD'])\n",
    "taz_rentals['SUPERD'] = taz_rentals['SUPERD'].astype(int)\n",
    "len(taz_rentals)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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6HeNktwXD9/mdSFuw0rHzIR030CLK2YXBV506uRt4ZWae1lJ+EjAlM1/Rtv5r\ngf+c1CAlSRour8vMb4+1wtD0aGTmfRFxITALOA0gIqJ6/dkOVc4EXgdcC9wzSWFKkjQMHgI8gXIs\nHdPQ9GgARMR+wEmUq01+S7kK5VXAUzPzb6sxNEmS1kpD06MBkJmnVHNmHAlMBS4G9jTJkCRp9Riq\nHg1JkrRmGabLWyVJ0hrGRGMIVINeJUla4wzVGI212L0RsWNmLhp/1eESEVsAbwf+BdgCWAFcA/wI\nOCkzl6/G8CRprecYjR5ExOOBIzLzoLbyh1KmP781M69sW/YQYL/M/EaH7U0Dngn8KjN/HxFPBQ4B\nNgS+lZnntK3/6VFCOwT4FnALQGa+d5z3sTGwH7AdcAOwIDNvaVtnBnBbZi6uXv8r5WqerYA/AZ/P\nzJM7bPtzwCmZed5YMXSodzCwM3B6Zp5ctfchSq/bD4CPZOb9bXWeTpli/mrgH5Sp5r8NbADsCVwJ\nvCgz7+glFq29ImIDYB/KZ2lkRuEbgQuAUzNzWY1tTgXemplHdlj2OODvmXlnW/n6wK6Z+YsOdR4F\n7ABckpm3VgPg30TZb3y32x8cEXENZbD8H7tcP4Dn8eB+48zMvG+U93RPZt5cvd6Nlfcdx2fmr9rq\nvA/4Xmb+qZtY2uq+jLLvODMzz4+IPYD3U+07MvPEDnUeCsymww+UzDy7fX1NUGb66PIB7Agsbyt7\nMmUujhXAcuDnwBYty6e216nKXwTcS0kO/lG9vgk4i3K/lvuBPdrqrAAuAn7W9lhBuZz3Z8A5Hdq6\nEnhk9fzxwGLg71WdWynTtG/TVucS4PnV8zdTJkP7DGWHMR+4AzioQ1sjf4c/AIcCm3fxdz0cuB34\nHmUHdihwM3AYJdm4iZLgtdf7JfDRltevB35dPX9E9bf6zChtbkBJtuYDC6rHfODVwAY1PhtTKcnQ\naMsfBzysQ/n6wHM6lD8K2L3l/+3R1d/lI8C0HmO7BnhSl+tG1e6/AS8D1h/j/Ty65fVulAnwzqMk\nvbt2qPM+YOua372XUa4me3b1eg/gdOAM4C2j1Hko5YaKXwV+Avw38Dlg1ijrbwf8L+X7eC7wnepx\nblX2R2C7GrF32m9sUX3/llO+699o/Xww+n5jZ8p3dwXluzuz+v/9AyXhvhuY0Vbn3aM87gc+PvK6\nQ1unUyY7BHgk8Ouq3ZuquBcBj+lQ7zfAy6rnL6/WPRU4mvKjYdnI8pY6K6p4zgJeQ5ffQeCtwH3A\n74CllH3R8kh0AAAPN0lEQVTA7cCXgS9Vf49DOvw/X0vZ711Xtf3j6v3dD5wCrDdKe+436nx/+7GR\nYXkAe4/zeE+HHcYPqw/po6sP8I+r/6CtWj5InXYYFwAfq57vX+00jmpZ/gngf9rqfLDadnsCch/w\nT2O8rxXAZtXzbwHnt+xAHlZ9ub/dVuduqoMCsBD4t7blrwWuGKWtWcBxwN+qncqplAPFOqPEdzWw\nb/V8x+rL/rqW5a8A/tih3t3Ati2v16nam1q9fgHw1w71+n5AocPBpCrv+YBCjYNJVa/nAwoeTFrr\nnEU55bZJhxg2qZad2WHZDuM89uvwf/z1KpanA8+v3tv/Ax7R8rlY0aGts6r3/XDKr/Y/A19uWf5V\n4Icd/u5/pvzAaH2sAP5SPb9mnP3GF4ArqH6QUA6AvwO+2KHenS3r/Ro4tG35wcDCDm0dWP2Nl1F+\naBwHbD/OZ+MK4M3V890p3993tCw/ELiyw2f+SzzYo38opScV4EnV32Ou+42xE9Ge3udEKg/bgwd/\nja8Y49H+n7sEmN7yOoAvUroIt+30gajWWzryoaQcIO8DntayfHvgxg71ngFcBfwH1a9Neks0/hd4\nQdvyZwHXtZXdDMxseY87ti1/InD3OG2tT9nJnlF9aP8KHNX+Zay+AFu1vF4G/HPL662Buzq0dS3V\nL9zq9UgX6EOr108A/tGhXs8HFGocTKp6PR9QqHEwafnb93RAwYNJ++dw1FiA6Yz+mR9tvzFS3r7f\n+Cuwc8vrDSkzGl9ESfhG22/cSvXLlPL9Wt62nRnAX9rqfKna7rS28l72G78H9m5bPqv981SV/x3Y\noWXfsUOHfcddY7S1GfABSpK7nHLA/Tfg4R3a6rTv2L7l9RM6tHUXLb/UKb0Uy4BHVa9fDix2vzF2\nItrLo3bFYXxUX/6Xj7F8p/YPBeWX1SpdUsDnq/+83Ub5IC0Fntjy+g5W/nW+NR0OktWyh1UfxEso\nCckyxt9hPKblPW7ftnyVtoBvAv+3en4KMK9t+YeAS0dpa7MO5VsBcynJQfvf8BrKWAooB4HlwKtb\nlr9klC/+ccBllNNOuwPnAD9rWb4ncHWHej0fUKhxMGn5e/d0QKHGwaQq7/mAggeT1jrX09YL07Z8\nL+D6DuU3U07RbD3K4yUd/o/vpK1bmjI4/4eU7/X0UT5PdwJPaHndvt/Yis7J9SsoPTsHd/O5aPn/\nGtlvLKEl+a/KtqaMxWivdyrwier5Gazai/Zm4A+jfTbaynejzPZ8J3Bnh+V/Bnarnm9ZbeclLcuf\nC/y5w3dyRsvrTat6D69ebzPK+3K/UfMx4Q0M06P6jzxyjOU7smoW+VvgX0dZ//PAbaN8kC6hOrhW\nr7enpSu3+oKNmUVSTrncWH2gxtthXEo5BXIH5cZzrcuf0/4BrL60iyljTo6tvmTnASdWZfe2fqHb\n2lplh9GyPFi1R2Uepav+y5Sk4xOUHqG3A2+h7CA/3WFbD6N0Xd5XtXs+LWNNgBfSkrC0lPd8QKHG\nwaSq1/MBhZoHk2pZTwcUPJi01jmSsrOeQ/m1ObV67FCV3ULnLvUzgcPH+Dx12m9cStv3sO2z8adR\nPk+LaDl1CryUqgever1L+9+iZdljKeO/fkIZ6NpNovHflFNht7LqqbBd6NzrOo3yffk6ZfzVHZQf\nLv9eld0DHNhWZ3mnz0bL8k1oO31blX+ecmrgMMrpvJOqv9GLKd//S4GvtNU5iXK646nV5+BkWnrf\nqs/TdR3acr9R8zHhDQzTg7LDe9EYyzcGnttW9iGqLtlR6nyhfSdTlb8NeOkY9T5O1aMwTsyPo/w6\n23iMdT7a9tizbfmnKFeetNfblHLO/QpKd/W9lB6J/wSePkpbi6l+Nfbwd1+n2gn9V/X3DEoSdV31\nRf3aOO/vIXQYMDXG+j0fUKhxMKnKez6gMIGDSbW86wMKHkza2zqUckAZ+cU58qvzeuADo8T9CuD1\nY7yvRwBvaCv7JB3Ge7R8Nk5t/1y0fJf3H6Oto4Dvj7E8KN+xGyinM8dKNL7W9tivbfkxwBmj1H0i\nZaDk7Tz4C34Z5cfAPqN8Dkf9bIwR48aUHz+XASdQeq7eT9lXraAMkN+src5mwK9a/o+vZeXT1q8C\n3tWhLfcbNR8T3oAPH4P46PWAUudgUpV3c0Bp/7U7oYNJtU5XBxQPJqO2uQ3lEtddabsiq0+fv/Xo\ncK6/bfnWNba7EbBhF+vNpFwW/4gJvIeNgYd08TmcShk/1fEKpiYelB8fq5yGa1vnSbT1JHex3TVp\nv9GeaEzafqPXh/NoaK0WEdvQMl9CVvOG9HH76wEbZebtYyx/bPYwf0BEbETZydzbxbozKXMFfCMz\nb+u2jZb6G1dt3TPGOkE5sK8D3Jwd5lZoQjVHzfo5xjwpEfEkyvnt32fbPCxSXe43euMU5FqrZebi\nzPxV9VgMZWK2iPhqL9sZrU5m3j/azqKyBeWXSC8eRbmyaVyZeWFmfiYzb6vzvigDz74wThuZmUsy\n84aRJKOff8Mx2r0nM+8Yq15m/jEzL29PMkarExEPjYh/iYh/6rDsIRFxwCix91xvWNsahBgn0Na0\niHgj5dLsX1HG4H0gIr5aTRQ2ap1qQkYi4qkR8cWx6lSf18eOVo8yh8YqScZYbQHPHC3JaK9HGUz9\nVODY0WLsST+6RXz4GKYHo1zb3u86trVmtUX9yfd6rjesbQ1CjBNoq84kiz3XGYS2en14rxOtdSJi\n73FW2bYfdWxr4Nr6JHA5Ze6CTSmXT58fEc/LzOvG2FadesPa1iDEWLetjwCfyszDI2J/yu0OvpiZ\nhwFExCcokyqeM8E6g9BWbyaSpfjwMYgP6k3M1nMd2xqstqg/+V7P9Ya1rUGIcQJt9TzJYp06g9BW\nrw/HaGhtdANlyvN1Oj0oE9v0o45tDVZbD6V0EwMPjD15O+Wy659Tutw7qVNvWNsahBjrtgWQVZ0V\nlEu4l7YsuwOY0qc6g9BW10w0tDa6kHJ532iS8itnonVsa7Da+j2lO33lFTMPplxOeNoo26pTb1jb\nGoQY67Z1LeWS2BG7Uub6GbEVJcGdaJ1BaKsnJhpaG32KclO70VxNmdJ8onVsa7Da+iHl1uGrqA5C\nC+icCNWpN6xtDUKMddv6IrBuy7rtVzO9mFXHMdSpMwht9cR5NCRJUmPs0ZAkSY0x0ZAkSY0x0ZAk\nSY0x0ZAkSY0x0ZAkSY0x0ZC0VoiIeRHx/1pefzMiTmmgnTdFxE393q40qEw0pAEQESsiYnn1b/tj\neUR8pG39syPivojYsa181jjbOnNy39mka72e/x3Am7up1GNS8i1glbuCjrHtP0fEO7pdXxo03lRN\nGgybtzzfHziCMlXyyMRCd44sjIgnUGY+/ALwJuDdLXV/3ratEfsCnweO71fAkyEi1s/q1vS9ysw7\nGohnvSy34u54O25pbWSPhjQAMvOmkQflPgSZmX9rKb+7ZfWDgB8BJwKvi4gNWrZzf+u2qu09BjgG\nOCIzR5t+mYh4V0T8MSLuiYgbI2JBy7JVfpVHxGUR8e/V83WrHpO3RMSZEXF3ta192upsFRHfjYjb\nIuLmiPhhRDy+Zfk3q+UfjojrKXfhHC3ewyJiSUT8PSJOBDZsW75SL0VEvKaK+R9V22dGxIYRMQ94\nHfDKlt6gZ0XEE6vXr46IX0TE3cB+1amTv7W1tU9E/K7a9k0R8Z2q/DzgscDnqm0tG+39SIPKREMa\nIhERwIHANzPzCso9C14xxvqbUpKSMzNz3hjr7QIcC3yIcl+EPYFf1ghxHuU21DsCpwCnRMQTqzbW\nB/4HuBl4NvAvwD+An0RE675qT+AJwB7ASolKS7yvBQ4D3g88o9rmW8d4f4+lnPL4EvAU4LmU+14A\nHA18H/gx5c6eWwC/aan+ceA/gGnAT6uyB07RVLes/y7l77xTFffIWJG9KfeR+BClp+mxo8UoDSpP\nnUjD5UXAupk5csD7JuX0yXfaV6wO3t8B7gLeMM52twJuB06vek/+DFxSI74Fmfn16vlhEfFC4F3A\neyi9BsuqO2mOxPhG4O/Ac4Bzq+KlwFsyc/kY7RwCfCkzv1m9/veIeMEY629J+eH1g8wcuYHUFdW/\n90bEPVS9SC2xjTw9trUnqKV8xGHANzLzYy1ll1M2eFtErADurHqXpKFjj4Y0XN4InNzy+mTgeRGx\nVYd1j6HcLv3lbadeOjkDuBFYHBFfj4jZEfGQGvH9uu31ryg9AQA7ANMi4o6RB6UnYn3giS11Lh0n\nyaDa5m87tDWahZREZlFEfKc6/dHtrbEvHGf5TkzwplTSIDPRkIZERDyK0hX/7uqKk/uAP1HuzPjG\ntnVfR+lJeHVm/mm8bVcDJ3cEXktJOOYBF0fEw6pVVrDqHS/X7/EtPIySiOxQtTXyeDLlNMuIu3rc\n7rgyc3lmzgJeAiyiDKD9fev4kDGMF894SZw01Ew0pOFxALCYVQ/UH6SM2wAgImZSBoq+PzPP7Xbj\n1cH47Mw8lPIrfTvgedXiv1HGLoy0sSmwdYfNPLPD60XV84WUpOKmzLym7dHrFSKLgF3GaXsVmXlB\nZs6l9PQk8PJq0TJabqXdWqWLWC4DZo2xfLRtS0PBMRrS8DgI+G5mLmotjIgbgKOqMQoXAz+kDLo8\nJSKmtm3j/sy8pX3D1YDGrYBfUMZM7E3pxfhDtco5wBsi4nTKpbZHAp0uO90/Ii4CLqCMC9mJMjYD\nyniS9wI/ioi5wF+BbSiX3n4sM5d0+XcA+AxwYkQspPSSHEgZ5HlVp5UjYlfKANCzgJuAZwGPBK6s\nVrm2en9PAm6t/gawai9OJ0dQBrQupvTMbAC8KDM/1bLt50bE94F7MvPWrt+lNADs0ZCGQETsTJkk\n6vvtyzLzNkoi8CZgL8qVDXsD13d4jDaO4TbgVdV2rqQkNa/JzJFE4yhK8nA65WqN71IOoO0+Arye\nMpB0f2C/zPxjFeddwG6UBOMHVTsnUH7t39lhW6PKzG8Dn6BcKfM7ytUiXxqjylJK78zplGTko8C7\nM3NkbMUJwDWU8Rg38WBvybg9Gpl5NuW97ktJ9M6i9JiM+DDlSp5rKKelpKESmd30/ElSfRGxLqWH\n42WZefrqjkfS5LFHQ5IkNcZEQ9JksftUWgt56kSSJDXGHg1JktQYEw1JktQYEw1JktQYEw1JktQY\nEw1JktQYEw1JktQYEw1JktQYEw1JktQYEw1JktSY/w8t/xhaqL5OqwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x14fdd3bc6a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# how many rental listings are in each taz?\n",
    "ax = taz_rentals['SUPERD'].value_counts().sort_index().plot(kind='bar',\n",
    "                                                            width=0.9,\n",
    "                                                            color='g',\n",
    "                                                            alpha=0.5,\n",
    "                                                            linewidth=0)\n",
    "ax.set_xlabel('TAZ super district')\n",
    "ax.set_ylabel('Number of rental listings')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot each rental listing colored according to TAZ"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# get a color for each taz\n",
    "color_list = [cm.get_cmap('plasma')(x) for x in np.linspace(0, 1, len(taz['SUPERD']))]\n",
    "taz_colors = {taz+1:color for taz, color in enumerate(color_list)}\n",
    "colors = taz_rentals['SUPERD'].map(lambda x: taz_colors[x])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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4/3utkO0qFogIeiJiG8hzvQuvTlqa4kkd2i6ykpyw1FwGACRX05ISe/0sKXjF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Au22BpeerA8G2w6/MxqFV3aOvvAB1tE94uPF8548WQHF9m20p5qOJBPeFETXf4ehVWv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\nZk7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      "text/plain": [
       "<matplotlib.figure.Figure at 0x14fddd45320>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(5,5))\n",
    "\n",
    "# extract each polygon as a descartes patch, and add to a matplotlib patch collection...\n",
    "patches = []\n",
    "for geometry in taz['geometry']:\n",
    "    if isinstance(geometry, Polygon):\n",
    "        patches.append(PolygonPatch(geometry))\n",
    "    elif isinstance(geometry, MultiPolygon):\n",
    "        for subpolygon in geometry: #if geometry is multipolygon, go through each constituent subpolygon\n",
    "            patches.append(PolygonPatch(subpolygon))\n",
    "pc = PatchCollection(patches, facecolor='#3399cc', linewidth=1, alpha=0.1)\n",
    "ax.add_collection(pc)\n",
    "\n",
    "# extract coordinates into separate numpy arrays and scatter plot\n",
    "xy = taz_rentals['geometry'].map(lambda point: point.xy)\n",
    "x, y = zip(*xy)\n",
    "ax.scatter(x=x, y=y, s=4, color=colors, linewidth=0, alpha=0.7)\n",
    "\n",
    "# set the figure bounds to the polygons' bounds\n",
    "left, bottom, right, top = taz.total_bounds\n",
    "ax.set_xlim((left,right))\n",
    "ax.set_ylim((bottom,top))\n",
    "ax.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Points are colored by TAZ, but you could color them by any other attribute, such as distance to job center or whatnot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Color polygons by number of rental listings per acre\n",
    "\n",
    "...or by median rent, etc."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# count the number of listings in each TAZ then merge the counts with the TAZ geodataframe\n",
    "counts = pd.DataFrame(taz_rentals['SUPERD'].value_counts()).reset_index().rename(columns={'index':'SUPERD',\n",
    "                                                                                          'SUPERD':'count_listings'})\n",
    "taz_counts = pd.merge(taz, counts, how='left', on='SUPERD')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# calculate the number of listings per acre in each TAZ, then sort by it\n",
    "taz_counts['listings_acre'] = taz_counts['count_listings'] / taz_counts['LANDACRE']\n",
    "taz_counts = taz_counts.sort_values(by='listings_acre')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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f7jpqfeoV8ajeccSiH+Z7hanj7R6WZWxwot5E4AlNsLFqgg1Om0oZ1teSkprE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\nQLtlBJpbWWL3UXvDzkOObRwP6L6blAtS42i6vfPOcarYxa7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hCA7nOdC0R2puNVnZyxak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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x14fddda92e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(6,6))\n",
    "\n",
    "# extract each polygon as a descartes patch, and add to a matplotlib patch collection...\n",
    "patches = []\n",
    "fc = []\n",
    "for geometry, color in zip(taz_counts['geometry'], reversed(color_list)):\n",
    "    if isinstance(geometry, Polygon):\n",
    "        patches.append(PolygonPatch(geometry))\n",
    "        fc.append(color)\n",
    "    elif isinstance(geometry, MultiPolygon):\n",
    "        for subpolygon in geometry: #if geometry is multipolygon, go through each constituent subpolygon\n",
    "            patches.append(PolygonPatch(subpolygon))\n",
    "            fc.append(color)\n",
    "pc = PatchCollection(patches, facecolor=fc, linewidth=0.2, alpha=0.7)\n",
    "ax.add_collection(pc)\n",
    "\n",
    "# set the figure bounds to the polygons' bounds\n",
    "left, bottom, right, top = taz_counts.total_bounds\n",
    "ax.set_xlim((left,right))\n",
    "ax.set_ylim((bottom,top))\n",
    "ax.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python [default]",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
